task generalization

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Cross-task generalization evaluationmethod0.852
  Measuring AUROC of a probe trained on one task when evaluated on another task to assess universality.
• generalization (abstraction)concept0.843
  Abstracting from specific memories (e.g., specific leaves) to general lessons (food).
• scope generalizationconcept0.843
  Generalization from 2-digit to 3-4 digit arithmetic; limited by mismatch dr.
• Probe Generalizationconcept0.830
  The ability of probes trained on one dataset to transfer accurately to topically and structurally different datasets
• Sentence Localization Taskmethod0.784
  Novel task asking which of 10 sentences received injection, cycling injection through all positions to average out positional bias
• Goal Misgeneralizationconcept0.774
  Models learning goals that generalize undesirably outside training distribution; alignment faking is a challenging instance
• Generalisation is fundamental to learning and intelligence.claim0.765
  Core assertion about the value of learning.
• Grid Scaling Generalization Testmethod0.763
  Evaluation of learned circuits on grids 4x larger with 4x more steps than training conditions